High-Dimensional Statistics: A Non-Asymptotic Viewpoint

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High-Dimensional Statistics: A Non-Asymptotic ViewpointRecent years have witnessed an explosion in the volume and variety of data collected in all scientific disciplines and industrial settings. Such massive data sets present a number of challenges to researchers in statistics and machine learning. This book provides a self contained introduction to the area of high dimensional statistics, aimed at the first year graduate level. It includes chapters that are focused on core methodology and theory

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